UE STA-XCLA – Exploratory Multivariate Analysis Methods for Classification
Marseille , France
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Tuition Fee
Start Date
Medium of studying
Fully Online
Duration
10 hours
Details
Program Details
Degree
Masters
Major
Artificial Intelligence | Data Analysis | Statistics
Area of study
Information and Communication Technologies | Mathematics and Statistics
Education type
Fully Online
Course Language
English
About Program
Program Overview
University Program Information
The university offers various programs in the field of health sciences, including masters, certifications, and diplomas.
Masters Programs
- AI4PH: A master's program focusing on artificial intelligence for public health.
- EISIS: A master's program emphasizing epidemiology, infectious diseases, and health systems.
- MQERS: A master's program concentrating on quantitative and econometric methods for health research.
- SPSD: A master's program specializing in public health and health systems.
Certifications and Diplomas
- CESU-DU-DESU-DESIU: Various certifications and diplomas in health sciences, including:
- CESU / PGCert AIPro
- CESU BIOMETH
- DU TIM
- DESU / PGDip AI4PH
- DESU EBM
- DESU GEOEPI
- DESU IIM
- DESU MQES
- DESU MSTAVS
- DESU MSTEPS
- DESIU REDS
Course Descriptions
UE STA-XCLA
- Objective: Acquire methods for exploratory multivariate data analysis, including implementation and result analysis.
- Knowledge to Acquire: Understand specifics related to high-dimensional data, principles, and methods of PLS regression and classification.
- Skills to Acquire: Be capable of performing and interpreting PLS regression and supervised or unsupervised classification analyses.
- Description: Covers regression PLS and classification methods.
- Pedagogical Method: Courses via video conferencing, distance tutoring on the internet.
- Prerequisites: Having followed UE STA-XDIM or knowledge of the framework of factorial analyses. Basic computer skills, including text processing and presentation software. Basic use of R software.
- Recommended Prerequisites: None specified.
- Bibliography and Recommended Readings: Lebart L., Morineau A., Piron M. Statistique exploratoire multidimensionnelle. Dunod. Husson F. R pour la statistique et la science des données.
- Total Hours: Between 10 and 15 hours of video conferencing courses + personal work.
- ECTS: 3.
- Location: Faculty of Medical and Paramedical Sciences - Aix Marseille University.
- Dates: See the planning for this UE.
- Responsible: R. Giorgi.
- Teachers: O. Laverny, Q. Marcou.
- Obligatory UE: This UE is obligatory for the DESU: MSTAVS - "Méthodes Statistiques Avancées en Santé".
- Optional UE: This UE is optional for the master's program in Public Health: MQERS - "Méthodes quantitatives et économétriques pour la recherche en santé".
- Knowledge Control: A single knowledge control session is organized, following the rules of Aix Marseille University. This session includes:
- Continuous control with various assignments, tests, and exercises, with a coefficient of 2 in the final grade.
- A supervised "on-table" exam, with a coefficient of 3 in the final grade. A nominative convocation will be sent by email to each student.
- Pedagogical Resources: Course supports on the internet.
Research Areas
The university is involved in various research areas, including:
- Support for Inserm & IRD competitions
- Research teams: CaLIPSo, QuanTIM, SanteRCom
- Associated researchers
- ISSPAM Institute
- Projects
- Theses
- Collaborations
- Alumni network
Publications
The university publishes research in various fields, including:
- Team publications: CaLIPSo, QuanTIM, SanteRCom
Events
The university hosts events such as HEAR+STAT, with editions in 2017, 2019, 2022, and 2024, among others.
Educational Resources
The university provides educational resources, including:
- Statistics, clinical research methodology, and epidemiology
- Medical informatics and information processing methods
- Human, economic, and social health sciences
- Webinars
- Interactive videos
- Various videos
Job Offers
The university posts job offers, allowing users to consult and deposit offers.
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